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behavior. Financial economists, on the other hand, had largely ignored the role of product market rivalry in ... Why Do Firms Recapitalize and What is the Effect?

The research program of the Center for Economic Studies (CES) produces a wide range of theoretical and empirical economic analyses that serve to improve the statistical programs of the U.S. Bureau of the Census. Many of these analyses take the form of CES research papers. The papers are intended to make the results of CES research available to economists and other interested parties in order to encourage discussion and obtain suggestions for revision before publication. The papers are unofficial and have not undergone the review accorded official Census Bureau publications. The opinions and conclusions expressed in the papers are those of the authors and do not necessarily represent those of the U.S. Bureau of the Census. Republication in whole or part must be cleared with the authors.

CAPITAL STRUCTURE AND PRODUCT MARKET RIVALRY: HOW DO WE RECONCILE THEORY AND EVIDENCE? By Dan Kovenock* and Gordon Phillips** CES 95-3

February 1995

All papers are screened to ensure that they do not disclose confidential information. Persons who wish to obtain a copy of the paper, submit comments about the paper, or obtain general information about the series should contact Sang V. Nguyen, Editor, Discussion Papers, Economic Planning and Coordination, Center for Economic Studies, Room 1587, FB 3, Bureau of the Census, Washington, DC 20233-6101, (301-457-1882) or INTERNET address [email protected]

ABSTRACT This paper presents empirical evidence on the interaction of capital structure decisions and product market behavior. We examine when firms recapitalize and increase the proportion of debt in their capital structure. The evidence in this paper shows that firms with low productivity plants in highly concentrated industries are more likely to recapitalize and increase debt financing. This finding suggests that debt plays a role in highly concentrated industries where agency costs are not significantly reduced by product market competition. Following the empirical evidence we introduce the "strategic investment" effects of debt and argue that this effect, in conjunction with agency costs, appears to fit the data. Keywords:

Debt Financing, Capital Structure, Exit, Investment

We are grateful to Kathleen Weiss Hanley, Julie Hunsaker, Vojislav Maksimovic and David Scharfstein for helpful discussions and comments and to researchers at the Center for Economic Studies, Bureau of the Census, where the empirical part if this research was conducted. Any interpretations of the results as well as any errors or omissions are the authors'.

* Krannert Graduate School of Management, Purdue University, West Lafayette, IN 47907, (O) 317/494-4468. ** University of Maryland and Kranner School of Management, Purdue, University, (O) 301/457-4370. 1.

Introduction Until the mid-eighties, industrial economists had not

considered the effects of capital structure on product market behavior.

Financial economists, on the other hand, had largely

ignored the role of product market rivalry in assessing the choice of capital structure.

Pioneering approaches to these

issues were taken in the mid-to-late eighties.

In a pair of

companion papers James Brander and Tracy Lewis (1986, 1988) outlined the "limited liability" and "strategic bankruptcy" effects of debt on product market strategies and Vojislav Maksimovic (1986) analyzed the limited liability effect in the context of an infinite horizon model of collusion.

These papers

demonstrated how capital structure precommitment could influence the strategic behavior of firms in imperfect competitive markets. In a separate literature dealing with agency problems when product and factor market competition provides insufficient managerial discipline, Michael Jensen (1986) outlines the "free cash flow" theory of agency costs and detailed the role of debt in reducing these costs.

However, Jensen did not address the

effect of debt on the strategic interaction of firms in product markets. 1

The purpose of this paper is to present empirical evidence on the interaction of capital structure decisions and product market behavior and to examine these theories in light of the evidence.

The evidence in this paper shows that firms with low

productivity plants in highly concentrated industries are more likely to recapitalize and increase debt financing.

This finding

suggests that debt plays a role in highly concentrated industries where agency costs are not significantly reduced by product market competition.

Following this evidence, we review our

previous work showing that recapitalizing firms exhibit more passive investment behavior following recapitalization, while their rivals become more aggressive.

Total industry output

following recapitalization decreases.

We conclude that our

evidence is inconsistent with the most widely accepted version of the limited liability effect on debt.

The strategic bankruptcy

effect of debt does not appear consistent with the evidence, although versions of this model may be consistent when agency costs are present.

Finally, we introduce the "strategic

investment" effect of debt and argue that this effect, in conjunction with agency costs, appears to fit the data.

2.

Why Do Firms Recapitalize and What is the Effect? We examine the recapitalization decision using two classes

of variables: (1) relative plant efficiency measured by total factor productivity, and (2) variables which capture market 2

structure and industry demand conditions:

including 4 firm

market share indexes, industry capacity utilization, output price variance and the change in demand.1

The data is from the

Longitudinal Research Database2(LRD), located at the center for Economic Studies at the Bureau of the Census.

The LRD database

contains detailed plant level data on both public and private firms in the manufacturing industries.

We aggregate plant level

data to the firm level to examine recapitalization decisions.

We

confine our analysis to 1979 - 1990, which allows us to examine several lags of our independent variables before the first of our capital structure changes. Productivity is measures by calculating total factor productivity (TFP).

TFP is calculated using a regression based

approach assuming that the production function is Cobb-Douglas, similar to Frank Lichtenberg and Donald Siegel (1990).

It is a

relative measure of productivity - thus average TFP for an industry will be zero.

For demand variables we include capacity

utilization, the variance of the output prices, and the change in demand.

Capacity utilization data are from The Annual Survey of

1

Kenneth Lehn and Annette Poulsen (1989) examine the leveraged buyout decision using accounting data but do not examine demand or productivity measures. 2

See McGuckin, Robert H. and G. Pascoe, (1988). The Longitudinal Research Database (LRD) is unique in that it contains the underlying plant level micro-data that is released in aggregate form in the Annual Survey of Manufactures (ASM) and the Census of Manufacturers. The LRD covers approximately 50,000 plants every year in the ASM, the database we utilize. 3

Capacity Utilization, a publication of the Bureau of the Census. The external demand variables are from the Federal Reserve Board and represent demand indices for the user of the industry's product.

We calculate the variance of output prices using

monthly disaggregated 7 digit SIC code product-level data contained from the Bureau of Labor Statistics. We examine recapitalization decision in ten commodity industries:

broadwoven fabrics, mattresses, paper products,

polyethylene, flat glass, fiberglass, gypsum, car and consumer batteries, and tractor trailers.

We identified 40 firms that

increased debt using discrete changes, including leveraged buyouts, management buyouts and public recapitalization. Kovenock and Phillips (1994) describes how the recapitalizing firms and industries were identified. We estimates a logistic regression to test whether the firm productivity and industry demand factors influence a firms decision to recapitalize.

The dependent variable equals one if

the firm recapitalized using a leveraged buyout or leveraged recapitalization.

The independent variables capture the firm and

market conditions for the recapitalization firm and the industry firms at the time of recapitalization.

We lag the productivity

and demand variables to reduce the problem that the variables measured reflect any effects of the recapitalization decision. Table 1 shows that firms are more likely to recapitalize when they have individual plants of low productivity when they 4

operate in an industry that is highly concentrated and when industry capacity utilization is low.

To check the economic

significance of these results, we estimated the probability of recapitalization using the logit coefficients from table 1 and held all variables other than TFCP at the sample means.

The

probability of recapitalization increases from 3.01% to 5.07% as TFP decreases from the 90th to the 10th percentile.

At the

sample mean for all variables, the probability of recapitalization is 3.91%. In Kovenock and Phillips (1994), we find that the effects of high leverage on investment and plant closing are significant when the industry is highly concentrated.

Recapitalizing firms

in industries with high concentration are more likely to close plants and less likely to invest.

Rival firms also change their

behavior when faced with highly leveraged firms.

Increased debt

makes recapitalizing firms more passive while rivals become more aggressive.

In addition, we find that rival firms become more

aggressive.

In addition, we find that rival firms are less

likely to close plants and more likely to invest when the market share of leveraged firms is higher.

The probability of closing a

plant, evaluated at the means of the explanatory variables is 2.38% for non-recapitalizing firms versus 5.39% for recapitalizing firms.

Judith Chevalier ( 1995) also finds that

competitors of LBO firms are more likely to enter and expand in the supermarket industry.

Phillips (1995) shows that in three 5

out of four highly leverage industries, industry output decreases and industry price increases, controlling for demand and marginal costs changes.

This evidence does not seen to imply that the

highly leveraged firms are subject to predation in these industries. These results are consistent with the hypothesis that debt can be a mechanism that reduces excess investments in industries where highly concentration reduces the disciplinary effect of product market competition.

They are also consistent with the

importance of capital structure as a strategic variable in highly concentrated markets.

We now review existing theory and , guided

by the empirical evidence, propose a new model of the strategic effect of debt.

3.

The Empirical Implications of Existing Theory In this section we attempt to reconcile theory and evidence.

The Brander and Lewis (1986) limited liability model showed that a firm;s capita; structure may serve as a credible precommitment in affecting strategic interaction between firms.

They consider

a two-stage game in which debt levels are simultaneously set in the first stage game in which debt levels are simultaneously set in the first stage to maximize firm value and quantity is chosen simultaneously in the second stage to maximize the return to equity.

At the second stage, demand (or some other profit-

relevant variable) is still uncertain, so output choice affects 6

the probability of default.

Due to the limited liability of

equity, a unilateral increase in debt leads to an output strategy that raises returns in good states and lower returns in bad states. In assessing the empirical implications of the Brander-Lewis limited liability model, we adopt the common interpretation of quantity setting models as a reduced form for a choice of scale or capacity that determines firms' cost functions. With this interpretation, quantity adjustment in the BranderLewis model may be equated with scale or capital adjustment, i.e., investment.3

Hence, under the "normal" case analyzed by

Brander-Lewis (where marginal profit with respect to the strategic variable is higher in better states of the world), a firm's unilateral increase in debt would have a positive effect on its own investment and a negative effect on rival investment. The recapitalizing firms profit would increase and its rivals profit would decrease.

Total industry profit would be lower.

These predictions appear inconsistent with the evidence presented on the competitive and investment effects of increased leverage.4 3

Brander and Lewis claim to abstract away from the investment decision (p957), but note that if investment is chosen after financial structure is set the effect is similar to their analysis (p963). Our interpretation of quantity setting as a two-stage game of capacity choice followed by price competition is therefore consistent with choosing investment after financial structure. 4

When the marginal return to capacity is lower in good stated a firms increase in debt will lower its own quantity and increases its rivals quantity. In this case there is no incentive to issue 7

Limited liability has a different effect if the strategies available to firms are strategic complements (see Paul de Bijl and Bernard van Bunnik, 1990).

Suppose that the strategic

variable is price and that the marginal return with respect to price is higher for states in which the total return is higher (as would be the case with demand intercept, but not unit cost, shocks).

Starting from a position of zero debt, a small increase

in debt by the one firm causes that firm to increase its price best response for each price chosen by the rival.

If the rival

firm maintains a zero debt level, equilibrium in the price setting game will involve higher profits and prices for both firms.

At the resulting prices the quantity produced by the

leverages firm is lower than the pre-debt level while the quantity as capacity, this represents a reduction in the leveraged firms's scale and an increase in the rival's scale. Hence, with price setting, the limited liability model can be interpreted as consistent with the evidence. The "strategic bankruptcy" effect of debt financing, while implicit in a long line of articles on predation and "deep pockets," was also pioneered by Brander and Lewis (1988).

The

basic assumption underlying this effect is that costs incurred by a firm when it is unable to meet its debt obligations, or benefits that arise when rivals are unable to meet their

debt. 8

obligations, affect the firms output decisions.

In the case most

prominent in their analysis, the case of fixed bankruptcy costs, a unilateral increase in debt leads to more aggressive firm behavior.

They also present assumptions under which this result

is reversed.

However, when the effect does lead to more

aggressive firm behavior.

They also present assumptions under

which this result is reversed.

However, when the effect does

lead to more passive recapitalizing firm behavior it is not clear why the firm would increase debt. This issue also arises in the "strategic investment" effect of debt.

This effect, based on the pecking-order model of

finance (see Stuart Myers, 1984), refers to role of debt payments in constraining the ability of a leverage firm to invest using cheaper internal funds or in increasing the cost of external funds Its relevance is based on the belief that in most tight oligopolies the margin between stated in which investment is internally financed and states in which external financing is necessary is more likely to be relevant than states in which firms default on debt. To see how this precommitment to costly expansion of capacity affects the equilibria of the second stage game, suppose that the market is characterized by price competition with goods that are imperfect substitutes.

Internal funds and borrowed

funds must be used to finance capacity before revenues are earned.

A firm's price reaction curve is initially upward 9

sloping at a level reflecting the internal cost of funds.

When

the curve reaches the level of output at which internal funds are exhausted the slope of the curve becomes steeper.

For a given

price of the rival, lower price responses are more costly because outputs beyond the internally financed level are more costly. The reaction curve coincides with the price that yields the internally funded quantity constraint until the best response function corresponding to the higher, external unit cost of output is reached, and then moves along that curve.

Hence, by

choosing a high debt level a firm can commit itself to a higher price response over the relevant range.

A unilateral increase in

debt to a point where the Bertrand output cannot be internally funded can increase profit.

The price equilibrium moves

up the

rivals's best response function, both firms' prices are higher, the leveraged firms' output is lower, and rival output is higher. Profits for both firms increase. With second stage quantity setting, the quantity best response function shifts down at the quantity at which the internal funding constraints bind.

This can cause the leveraged

firm's output to decrease and the rival firm's output to increase.

Again, interpreting output as capacity, this yields an

effect consistent with the evidence.

Own investment would

decrease following recapitalization and rival investment increase.

However, with quantities chosen to maximize profits,

this would lead to a decrease in the leveraged firms' profits, 10

and an increase in rival profits.

Hence, we would not expect to

see a positive level of debt.5 Where does this leave our quest to reconcile theory and the evidence that large increases in debt due to recapitalization arise in concentrated industries, and lead to lower industry output with reduced leveraged firm investment and increased rival firm investment?

This evidence seems consistent only with the

price setting version of the limited liability model when marginal profit with respect to price is increasing in the state variable or with the price setting version of the strategic investment effect. Capacity setting (strategic substitute) versions of the strategic bankruptcy effect and the strategic investment effect yield the appropriate effects upon own and rival investment, but do not provide justification for the existence of debt. Recapitalization involving increases in debt are value reducing actions. Whether price setting versions of these models are plausible descriptions of investment behavior is debatable.

Embedded in

the interpretations of the price setting models is the assumption that scale of production is set contingent on prices.

Most

5

There are quantity setting models with profit maximizing firms in which the internal funding constraint imposed by leverage may increase a firms profit. This may arise, for instance, in the case where debt constraints a Stackelberg follower's ability to expand output. 11

scholars in industrial organization would, we believe, adhere to the view that, at least for most markets, prices are set contingent on the scale of production.

If this is true, the

interpretations of the price setting models based on an unrealistic assumption. If one takes the view that strategic substitution quantity setting models are the canonical models of imperfect competition this forces one to look elsewhere for an explanation of these effects.

One explanation appears to be Jensen's observation that

agency problems cause managers to maintain capacity at supra optimal levels.

This observation, the foundation of Jensen's

(1986) model of free cash flow, provides a potential explanation of how a capacity reduction can be profit increasing, even when partially offset by rival expansion.

Patrick Bolton and David

Scharfstein (1990) illustrate a strategic bankruptcy effect in their model of optimal financial contracts with agency problems and potential predation.

The existence of agency problems in the

Bolton Scharfstein model leads to inefficiently low investment.6 We illustrate a strategic investment effect with agency by adapting a version of the Fershtman and Judd (1987) model of precommitment to managerial incentive schemes in which the intercept term on the market demand function is stochastic.

6

In both of the Brander and Lewis (1986, 1988) papers the potential importance of agency costs is noted, but does not play a role in the analysis. 12

Firms' owners simultaneously choose incentive contracts for their respective managers that are constrained to be proportional to convex combinations of profits and sales.

Once contracts are

set, the intercept term is revealed and then quantities are simultaneously chosen. Suppose that the availability of debt as a tool for increasing investment costs is not known a priori, so that optimal managerial contracts do not reflect this possibility.7 Furthermore, suppose that debt is a sufficiently flexible tool that the level of debt can be mad contingent on the realization of the intercept term of the market demand curve (but again managerial incentive contracts cannot be reset contingent on this realization).

Quantities remain more flexible and can be made

contingent on debt levels. In this environment owners optimally compensate managers in part based on sales.

The expectation of the intercept term

determines the particular weight chosen; the higher the expectation, the more the wright on sales.

In this context, the

equilibrium compensation weights cannot be made contingent on the realization of demand. If debt may be issues contingent on demand, a desired restriction in output can be attained by forcing the manager to externally fund all output (investment) beyond that level 7

This is a simplifying assumption. only strengthen the claims made. 13

Alternative formulations

maximizing the owners' profits on the rival manager's quantity best response function.8

This action, if taken unilaterally,

would reduce output of the leveraged firm, increase the output of the rival firm, and increase both firms' profits. This view of the strategic effect of leverage is one that is consistent with the empirical evidence presented in this paper, and has considerable intuitive appeal.

In a world in which

managerial compensation packages cannot be fine-tuned to demand or cost conditions, leverage may act as a way to constrain managers from pursuing aggressive policies in downturns, when these policies might be desirable under more favorable market conditions.

With incomplete contracts, owners may have an ex

ante incentive to encourage aggressive behavior and may find it optimal to use other tools (such as debt) to rein in managers in bad states of demand.

However, the benefits of such a policy are

partially offset by more aggressive rival behavior. Table 1 - The Decision to Recapitalize Logit Analysis: t-statistics in parentheses Variable

Coefficient (t-statistic)

Least Productive Plant: TFPt-1 Concentration C4t-1

-.945 (-3.07)* 1.494 (2.12)**

8

If the difference in cost of external and internal funds is small this maximizer may not be attained but a marginal increase in profit is possible. 14

Firm Size ($ thousands)

.0031 (7.23)*

Demand Variables Change in Demand

-8.649 (-4.05)* .0088 (.725) .0015 (.172) .0106 (.638) .0392 (-2.148)**

Output Price Variancest-1 Output Price Variancest-2 Capacity utilizationt-1 Capacity utilizationt-2

Chi-Squared Statistic (p - value)

56.18 (.00)

Number of Firms

867

Number of Recapitalization Firms (dependent variable = 1)

40

*,** significance a the 1%, 5% level respectively.

15

References Bijl, Paul de and Bernard van Bunnik. "Dividends and long-term in a two-period duopoly," mimeo. Econometric Institute, Erasmus University, Rotterdam, 1990. Bolton, Patrick and David Scharfstein. "A theory of predation based on agency problems in financial contracting," American Economic Review, 1990, 80, 93-106. Brander, James and Tracy Lewis. "Oligopoly and financial

struc ture. " Ameri can Econo mic Revie w, 1986, 76(5) , 956970. Bankr uptcy costs and the theor y of oligo poly. " Canad ian Journ al of Econo mics, 1988, 21(2) , 221243.

Chevalier, Judith. "Debt and product market competition: Local market entry, exit, and expansion decisions of supermarket chains." American Economic Review, 1995, forthcoming. 16

Fershtman, Chaim and Kenneth L. Judd. "Equilibrium Incentives in Oligopoly," American Economic Review, 1987, 77, 927-940. Jensen, Michael C. "Agency costs of free cash flow, corporate finance, and takeovers," American Economic Review, 1986, 76, 323-329. Kovenick, Dan and Gordon Phillips. "Capital Structure and Product Market Behavior: An Examination of Plant Exit and Investment Decisions," mimeo, Purdue University, 1994. Lehn, Kenneth and Annette Poulsen. 1989, "Free Cash Flow and Stockholder Gains in Going Private Transactions," Journal of Finance. 44, pp. 771-787. Lichtenberg, Frank R. and Donald Siegel.

"The effects of

Maksimovic, Vojislav. Capital Structure in a Stochastic

17

lever aged buyou ts on produ ctivi ty an relat ed aspec ts of firm behav ior," Journ al of Finan cial Econo mics, 1990, 27, 165194. Oligo poly, Harva rd Unive rsity Ph.D. Thesi s,

1986. McGuckin, Robert H. and G. Pascoe. "The longitudinal research database: status and research possibilities." Survey of Current Business, 1988. Myers, S. 1984, "The Capital structure Puzzle," Journal of

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Phillips, Gordon M.

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"Increased debt and industry product

18

CENTER FOR ECONOMIC STUDIES DISCUSSION PAPERS 88-1

"Long-Run Expectations and Capacity," by Robert H. McGuckin & Peter A. Zadrozny, 4/88. Forthcoming in Proceedings, Conference on Capacity Utilization, (1988). (29 pages, $7.25)

88-2

"The Longitudinal Research Database (LRD): Status and Research Possibilities," by Robert H. McGuckin & George A. Pascoe, Jr., 7/88. Survey of Current Business, Volume 68, Number 11, pp. 30-37 (1988). (29 pages, $7.25)

88-3

"Public Use Microdata: Disclosure and Usefulness," by Robert H. McGuckin & Sang V. Nguyen, 9/88. Journal of Economic and Social Measurement, Volume 16, Number 1, pp. 19-40, (1990). (29 pages, $7.25)

88-4

"Modelling Technical Progress and Total Factor Productivity: A Plant-Level Example," by Edward C. Kokkelenberg & Sang V. Nguyen, 10/88. Journal of Productivity Analysis, Volume 1, Number 1, pp. 69-90, (1989). (37 pages, $9.25)

88-5

"Analytic Derivatives For Estimation of Linear Dynamic Models," by Peter A. Zadrozny, 11/88. Journal of Computers and Mathematics with Applications, Volume 18, pp. 539-553, (1989). (41 pages, $10.25)

89-1

"Measuring the Trade Balance in Advanced Technology Products," by Thomas A. Abbott, III, Robert H. McGuckin, Paul Herrick, and Leroy Norfolk, 1/89. Proceedings, 1989 American Statistical Association. (33 pages, $8.25)

89-2

"Using Linked Census R&D-LRD Data to Analyze the Effect of R&D Investment on Total Factor Productivity Growth," by Frank R. Lichtenberg and Donald Siegel, 1/89. Economic Inquiry under title "The Impact of R&D Investment on Productivity - New Evidence Using Linked R&D-LRD Data," Volume 29, pp. 2-13, (1990). (46 pages, $11.50)

89-3

"The Effect of Takeovers on The Employment and Wages of Central Office and Other Personnel," by Frank R. Lichtenberg and Donald Siegel, 6/89. Journal of Law and Economics, Volume 33, pp. 383-408, (1990). (36 pages, $9.00)

89-4

"Entrepreneur Factor Inputs and Small Business Longevity," by Timothy Bates, 6/89. Review of Economics and Statistics under the title "Entrepreneur Human Capital Inputs and Small Business Longevity," Volume LXII, Number IV, (1990). (40 pages, $10.00)

89-5

"The Effects of Leveraged Buyouts on Productivity and Related Aspects of Firm Behavior," by Frank R. Lichtenberg and Donald Siegel, 7/89. Presented at the Conference on Innovation in Corporate Organization, Control, and Incentives, 1990. #3022, NBER Working Paper Series. Journal of Finance and Economics, Volume 27, pp. 165-194, (1990). (53 pages, $13.25)

89-6

"Firm Entry and Post-Entry Performance in the U.S. Chemical Industries," by Timothy Dunne, Mark J. Roberts, and Larry Samuelson, 7/89. Journal of Law and Economics, (1989). (49 pages, $12.25)

89-7

"Price Dispersion in U.S. Manufacturing," by Thomas A. Abbott, III, 10/89. (16 pages, $4.00)

89-8

"Multifactor Productivity and Sources of Growth in Chinese Industry: 1980-1985," by Robert H. McGuckin, Sang V. Nguyen, Jeffrey R. Taylor, and Charles A. Waite, 10/89. Presented at the winter meetings of the American Statistical Association, 1/90. An Industrial Census of China, Xu Gang, ed., Beijing, People's Republic of China: The Secretariat of the International Seminar of Analysis on China's 1985 Industrial Census Results, pp. 113-138, (1990). (35 pages, $8.75)

89-9

"The Characteristics of Business Owners (CBO) Database," by Alfred Nucci, 10/89. (28 pages, $7.00)

90-1

"Longitudinal Economic Data at the Census Bureau: A New Database Yields Fresh Insights on Some Old Issues," by Robert H. McGuckin, 1/90. Proceedings of the Statistics Canada Symposium on Analysis of Data in Time, pp. 243-253, (1990). (33 pages, $8.25)

90-2

"An Analysis of Small Business Size and Rate of Discontinuance," by Timothy Bates and Alfred Nucci, 1/90. Journal of Small Business Management, pp. 1-7, (1990). (14 pages, $3.50)

90-3

"Export Performance and State Industrial Growth," by Rodney A. Erickson, 1/90. Economic Geography, Volume 65, Number 4, pp. 280-292, (October 1989). (31 pages, $7.75)

90-4

"Gross Job Creation, Gross Job Destruction, and Employment Reallocation," by Steven J. Davis and John Haltiwanger, 2/90. Forthcoming, Quarterly Journal of Economics. (52 pages, $13.00)

90-5

"Estimating a Multivariate Arma Model with Mixed-Frequency Data: An Application to Forecasting U.S. GNP at Monthly Intervals," by Peter A. Zadrozny, 6/90. (58 pages, $14.50)

90-6

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90-7

"The Classification of Manufacturing Industries: An Input-Based Clustering of Activity," by Thomas A. Abbott, III and Stephen H. Andrews, 8/90. Proceedings, Census Bureau Annual Research Conference, pp. 26-45, (1990). (47 pages, $11.75)

90-8

"The Extent and Nature of Establishment Level Diversification in Sixteen U.S. Manufacturing Industries," by Mary L. Streitwieser, 8/90. Journal of Law and Economics, Part 2, pp. 503-534 (1991). (39 pages, $9.75)

90-9

"Self-Employment Trends Among Mexican Americans," by Timothy Bates, 8/90. Quarterly Review of Economics and Business, (1990). (26 pages, $6.50)

90-10

"Gross Job Creation and Destruction: Microeconomic Evidence and Macroeconomic Implications," by Steven J. Davis and John Haltiwanger, 9/90. NBER Macroeconomics Annual, MIT Press: Cambridge, MA, (1990). (51 pages, $12.75)

90-11

"Returns to Scale in Small and Large U.S. Manufacturing Establishments," by Sang V. Nguyen and Arnold P. Reznek, 9/90. Small Business Economics, Number 3, pp. 197-214, (1991). (35 pages, $8.75)

90-12

"The Relationships Among Acquiring and Acquired Firms' Product Lines," by Robert H. McGuckin, Sang V. Nguyen and Stephen H. Andrews, 9/90. Journal of Law and Economics, Part 2, pp. 477-502 (October 1991). (45 pages, $11.25)

90-13

"The Determinants of U.S. Intra-Industry Trade," by F.M. Scherer and Keun Huh, 12/90. International High-Technology Competition, Cambridge, Massachusetts: Harvard University Press (1992). (19 pages, $4.75)

91-1

"Published Versus Sample Statistics from the ASM: Implications for the LRD," by Steven J. Davis, John Haltiwanger and Scott Schuh, 1/91. Proceedings of the American Statistical Association Business and Economics Section, (1990). (38 pages, $9.50)

91-2

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91-3

"Measuring Total Factor Productivity, Technical Change and the Rate of Returns to Research and Development," by Sang V. Nguyen and Edward C. Kokkelenberg, 5/91. Journal of Productivity Analysis, Number 2, pp. 269-282, (1992). (25 pages, $6.25)

91-4

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91-5

"The Structure of Production Technology, Productivity and Aggregation Effects," by Phoebus J. Dhrymes, 8/91. Proceedings, 1990 Annual Research Conference as "The Structure of Production Technology: Evidence from the LED Sample 1." (62 pages, $15.50)

91-6

"Technical Inefficiency and Productive Decline in the U.S. Interstate Natural Gas Pipeline Industry Under the Natural Gas Policy Act," by Robin C. Sickles and Mary L. Streitwieser, 10/91. Journal of Productivity Analysis, Volume 3, pp. 119-133, June 1992. (27 pages, $6.75)

91-7

"Technology Usage in U.S. Manufacturing Industries: New Evidence from the Survey of Manufacturing Technology," by Timothy Dunne, 11/91. RAND Journal of Economics. (31 pages, $7.75)

91-8

"Multiple Classification Systems for Economic Data: Can a Thousand Flowers Bloom? And Should They?" by Robert H. McGuckin, 12/91. Proceedings of the 1991 Conference on the Classification of Economic Activity, 1991. (36 pages, $9.00)

91-9

"Commercial Bank Lending Practices and the Development of BlackOwned Construction Companies," by Caren Grown and Timothy Bates, 12/91. Journal of Urban Affairs, pp. 25-41, (1992). (31 pages, $7.75)

91-10

"The Influence of Location on Productivity: Manufacturing Technology in Rural and Urban Areas," by Sheila A. Martin, Richard McHugh, and Stanley R. Johnson, 12/91. (33 pages, $8.25)

92-1

"Productivity Dynamics: U.S. Manufacturing Plants, 1972-1986," by Eric J. Bartelsman and Phoebus J. Dhrymes, 2/92. (51 pages, $12.75)

92-2

"The Dynamics of Productivity in the Telecommunications Equipment Industry," by G. Steven Olley and Ariel Pakes, 2/92. (56 pages, $14.00)

92-3

"Price Dispersion in U.S. Manufacturing: Implications for the Aggregation of Products and Firms," by Thomas A. Abbott, III, 3/92. (36 pages, $9.00)

92-4

"Estimating Capital Efficiency Schedules Within Production Functions," by Mark E. Doms, 5/92. Forthcoming in Economic Inquiry. (26 pages, $6.50)

92-5

"Costs, Demand, and Imperfect Competition as Determinants of Plant-Level Output Prices," by Timothy Dunne and Mark J. Roberts, 6/92. Empirical Studies in Industrial Organization, pp. 13-24, (1992). B.B. Audretsch and J.J. Siegfried, eds., Clover Publishers. (29 pages, $7.25)

92-6

"On the Turnover of Business Firms and Business Managers," by Thomas J. Holmes and James A. Schmitz, Jr., 7/92. (49 pages, $12.25)

92-7

"The Characteristics of Business Owners Database," by Alfred Nucci, 8/92. (82 pages, $20.50)

92-8

"Analytic Use of Economic Microdata: A Model for Researcher Access with Confidentiality Protection," by Robert H. McGuckin, 8/92. Proceedings, International Seminar on Statistical Confidentiality, 1992. (23 pages, $5.75)

92-9

"The Structure of Technology, Substitution, and Productivity in the Interstate Natural Gas Transmission Industry under the NGPA of 1978," by Robin C. Sickles and Mary L. Streitwieser, 8/92. (39 pages, $9.75)

92-10

"The Time-Series Pattern of Firm Growth in Two Industries," by Kenneth R. Troske, 9/92. (37 pages, $9.25)

92-11

"Managerial Tenure, Business Age and Small Business Dynamics," by Thomas J. Holmes and James A. Schmitz, Jr., 9/92. (47 pages, $11.75)

92-12

"The Aggregate Implications of Machine Replacement: Theory and Evidence," by Russell Cooper and John Haltiwanger, 10/92. The American Economic Review, Volume 83, Number 3, pp. 360-382, (June 1993). (41 pages, $10.25)

92-13

"Gender Segregation in Small Firms," by William J. Carrington and Kenneth R. Troske, 10/92. Revised, May 1993. Forthcoming in Journal of Human Resources. (45 pages, $11.25)

92-14

"Manufacturing Establishments Reclassified Into New Industries: The Effect of Survey Design Rules," by Robert H. McGuckin and SuZanne Peck, 11/92. Journal of Economic and Social Measurement, Volume 1, Number 2 (1993). (25 pages, $6.25)

92-15

"Wages, Employer Size-Wage Premia and Employment Structure: Their Relationship to Advanced-Technology Usage at U.S. Manufacturing Establishments," by Timothy Dunne and James A. Schmitz, Jr., 12/92. Forthcoming in Economica. (36 pages, $9.00)

92-16

"Decomposing Learning by Doing in New Plants," by Byong-Hyong Bahk and Michael Gort, 12/92. Journal of Political Economy, Volume 101, Number 4, August 1993. (33 pages, $8.25)

93-1

"Academic Science, Industrial R&D, and the Growth of Inputs," by James D. Adams and Leo Sveikauskas, 1/93. (48 pages, $12.00)

93-2

"Science, R&D, and Invention Potential Recharge: U.S. Evidence," by James D. Adams, 1/93. Forthcoming in American Economic Review Papers and Proceedings. (13 pages, $3.25)

93-3

"LBOs, Debt and R&D Intensity," by William F. Long and David J. Ravenscraft, 2/93. The Deal Decade, 1993, Margaret M. Blair, ed., Washington, D.C.: The Brookings Institution. (38 pages, $9.50)

93-4

"Learning By Doing and Competition in the Early Rayon Industry," Ronald S. Jarmin, 2/93. Forthcoming in RAND Journal of Economics. (32 pages, $8.00)

93-5

"Inter Fuel Substitution and Energy Technology Heterogeneity in U.S. Manufacturing," by Mark E. Doms, 3/93. (48 pages, $12.00)

93-6

"Environmental Regulation and Manufacturing Productivity at the Plant Level," by Wayne B. Gray and Ronald J. Shadbegian, 3/93. (29 pages, $7.25)

93-7

"Asymmetric Learning Spillovers," by Ronald S. Jarmin, 4/93. (22 pages, $5.50)

93-8

"Evidence on IO Technology Assumptions from the Longitudinal Research Database," by Joe Mattey, 5/93. (26 pages, $6.50)

93-9

"Energy Intensity, Electricity Consumption, and Advanced Manufacturing Technology Usage," by Mark E. Doms and Timothy Dunne, 7/93. (24 pages, $6.00)

93-10

"The Importance of Establishment Data in Economic Research," by Robert H. McGuckin, 8/93. Proceedings of the International Conference on Establishment Surveys, 1993, and forthcoming, Journal of Economics and Business Statistics. (20 pages, $5.00)

93-11

"Determinants of Survival and Profitability Among Asian ImmigrantOwned Small Businesses," by Timothy Bates, 8/93. Social Forces, Volume 72, Number 3, pp. 671-689. (39 pages, $9.75)

93-12

"Construction of Regional Input-Output Tables from EstablishmentLevel Microdata: Illinois, 1982," by Eduardo Martins, 8/93. (53 pages, $13.25)

93-13

"The Long-Run Demand for Labor: Estimates from Census Establishment Data," by Timothy Dunne and Mark J. Roberts, 9/93. (35 pages, $8.75)

93-14

"Testing the Advantages of Using Product Level Data to Create Linkages Across Industrial Coding Systems," by SuZanne Peck, 10/93. (30 pages, $7.50)

93-15

"On Productivity and Plant Ownership Change: New Evidence from the LRD," by Robert H. McGuckin and Sang V. Nguyen, 11/93. (42 pages, $10.50) Forthcoming in The Rand Journal of Economics.

93-16

"The Financial Performance of Whole Company LBOs," by William F. Long and David J. Ravenscraft, 11/93. (34 pages, $8.50)

94-1

"The Choice of Input-Output Table Embedded in Regional Econometric Input-Output Models," by Philip R. Israilevich, R. Mahidara, and Geoffrey J.D. Hewings, 1/94. (22 pages, $5.50)

94-2

"A Comparison of Job Creation and Job Destruction in Canada and the United States," by John Baldwin, Timothy Dunne, and John Haltiwanger, 5/94. (32 pages, $8.00)

94-3

"Firms Started as Franchises Have Lower Survival Rates than Independent Small Business Startups," by Timothy Bates 5/94. (27 pages, $6.75)

94-4

"Downsizing and Productivity Growth: Myth or Reality?" by Martin Neil Baily, Eric J. Bartelsman and John Haltiwanger, 5/94. (34 pages, $8.50)

94-5

"Recent Twists of the Wage Structure and Technology Diffusion" by James D. Adams, 6/94. (61 pages, $15.25)

94-6

"Regulation and Firm Size, Foreign-Based Company Market Presence, Merger Choice in the U.S. Pesticide Industry," by Michael Ollinger and Jorge Fernandez-Cornejo, 6/94. (33 pages, $8.25).

94-7

"The Span of the Effect of R&D in the Firm and Industry," by James D. Adams and Adam B. Jaffe, 6/94. (37 pages, $9.25).

94-8

"Cross Sectional Variation in Toxic Waste Releases from the U.S. Chemical Industry," by Mary L. Streitwieser, 8/94. (44 pages, $11.00).

94-9

"A Guide to R & D Data at the Center for Economic Studies U.S. Bureau of the Census," by James D. Adams and SuZanne Peck, 8/94. (64 pages, $16.00).

94-10

"Evidence on the Employer Size-Wage Premium From WorkerEstablishment Matched Data," by Kenneth R. Troske, 8/94. (52 pages, $13.00).

94-11

"Capital Adjustment Patterns in Manufacturing Plants," by Mark Doms and Timothy Dunne, 8/94. (40 pages, $10.00).

94-12

"Primary Versus Secondary Production Techniques in U.S. Manufacturing," by Joe Mattey, 10/94. (24 pages, $6.00).

94-13

"Exporters, Skill Upgrading and the Wage Gap," by Andrew B. Bernard and J. Bradford Jensen, 11/94. (40 pages, $10.00).

94-14

"Pollution Abatement Costs, Regulation and Plant-Level Productivity", by Wayne B. Gray and Ronald J. Shadbegian, 12/94. (27 pages, $6.75).

95-1

"Preferential Procurement Programs do not Necessarily Help MinorityOwned Businesses", by Timothy Bates and Darrell Williams, 1/95. (36 pages, $9.00)

95-2

"Small Businesses Do Appear to Benefit from State/Local Government Economic Development Assistance", by Timothy Bates, 2/95. (35 pages, $8.75).

95-3

"Capital Structure and Product Market Rivalry: How Do We Reconcile Theory and Evidence?", by Dan Kovenock and Gordon Phillips, 3/95 (15 pages, $3.00).

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